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Arrivals predicted and real values for the stations with the lowest (a) and highest (b) RMSLE using Random Forest. The left side of the figure shows that arrivals are being predicted more accurately. The right side of the figure displays that Random Forest is failing to capture the trend when the usage levels are low.
